{
 "metadata": {
  "name": "",
  "signature": "sha256:4d56d732893820b3bc7d8d8efe0183d2f9dcf84f79d473ac1e81717d8bbea81e"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import zipline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%zipline --start=2011-1-1 --end=2013-1-1 -o perf\n",
      "\n",
      "from zipline.api import order, record\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "def initialize(context):\n",
      "    pass\n",
      "\n",
      "def handle_data(context, data):\n",
      "    order('AAPL', 10)\n",
      "    record(AAPL=data['AAPL'].price)\n",
      "    \n",
      "def analyze(context, perf):\n",
      "    ax1 = plt.subplot(211)\n",
      "    perf.portfolio_value.plot(ax=ax1)\n",
      "    ax2 = plt.subplot(212, sharex=ax1)\n",
      "    perf.AAPL.plot(ax=ax2)\n",
      "    plt.gcf().set_size_inches(18, 8)\n",
      "    plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[2014-05-01 20:57] INFO: Performance: Simulated 502 trading days out of 502.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[2014-05-01 20:57] INFO: Performance: first open: 2011-01-03 14:31:00+00:00\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[2014-05-01 20:57] INFO: Performance: last close: 2012-12-31 21:00:00+00:00\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "AAPL\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IiIiIKJdwcZElGatXt/RIrEeHDsA77wCjRxv+mLg4oEgRWQHj8GEmZ6xZlsschg0bhuDg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+KuXxJ7/ZLYv7jPP1dXuytVUtv/+Y+avuDv//S82Z07wcdHze21FD3HvGbNpGRCQoJK/uglmaDn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\nLJRSsLe3x82bNzFs2DCsXr0a1apVQ9WqV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KZPn46GDRtiwYIFWLx4MXbu3Inu3bujZs2a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\nvrQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f153a51b750>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "perf"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>AAPL</th>\n",
        "      <th>capital_used</th>\n",
        "      <th>ending_cash</th>\n",
        "      <th>ending_value</th>\n",
        "      <th>orders</th>\n",
        "      <th>period_close</th>\n",
        "      <th>period_open</th>\n",
        "      <th>pnl</th>\n",
        "      <th>portfolio_value</th>\n",
        "      <th>positions</th>\n",
        "      <th>returns</th>\n",
        "      <th>starting_cash</th>\n",
        "      <th>starting_value</th>\n",
        "      <th>transactions</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-01-03 21:00:00</th>\n",
        "      <td> 316.77</td>\n",
        "      <td>    0.0</td>\n",
        "      <td> 10000000.0</td>\n",
        "      <td>      0.0</td>\n",
        "      <td> [{u'status': 0, u'created': 2011-01-03 00:00:0...</td>\n",
        "      <td> 2011-01-03 21:00:00+00:00</td>\n",
        "      <td> 2011-01-03 14:31:00+00:00</td>\n",
        "      <td>    0.0</td>\n",
        "      <td> 10000000.0</td>\n",
        "      <td>                                                []</td>\n",
        "      <td> 0.000000e+00</td>\n",
        "      <td> 10000000.0</td>\n",
        "      <td>      0.0</td>\n",
        "      <td>                                                []</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-04 21:00:00</th>\n",
        "      <td> 318.42</td>\n",
        "      <td>-3184.5</td>\n",
        "      <td>  9996815.5</td>\n",
        "      <td>   3184.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-03 00:00:0...</td>\n",
        "      <td> 2011-01-04 21:00:00+00:00</td>\n",
        "      <td> 2011-01-04 14:31:00+00:00</td>\n",
        "      <td>   -0.3</td>\n",
        "      <td>  9999999.7</td>\n",
        "      <td> [{u'amount': 10, u'last_sale_price': 318.42, u...</td>\n",
        "      <td>-3.000000e-08</td>\n",
        "      <td> 10000000.0</td>\n",
        "      <td>      0.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-05 21:00:00</th>\n",
        "      <td> 321.03</td>\n",
        "      <td>-3210.6</td>\n",
        "      <td>  9993604.9</td>\n",
        "      <td>   6420.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-04 00:00:0...</td>\n",
        "      <td> 2011-01-05 21:00:00+00:00</td>\n",
        "      <td> 2011-01-05 14:31:00+00:00</td>\n",
        "      <td>   25.8</td>\n",
        "      <td> 10000025.5</td>\n",
        "      <td> [{u'amount': 20, u'last_sale_price': 321.03, u...</td>\n",
        "      <td> 2.580000e-06</td>\n",
        "      <td>  9996815.5</td>\n",
        "      <td>   3184.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-06 21:00:00</th>\n",
        "      <td> 320.77</td>\n",
        "      <td>-3208.0</td>\n",
        "      <td>  9990396.9</td>\n",
        "      <td>   9623.1</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-05 00:00:0...</td>\n",
        "      <td> 2011-01-06 21:00:00+00:00</td>\n",
        "      <td> 2011-01-06 14:31:00+00:00</td>\n",
        "      <td>   -5.5</td>\n",
        "      <td> 10000020.0</td>\n",
        "      <td> [{u'amount': 30, u'last_sale_price': 320.77, u...</td>\n",
        "      <td>-5.499986e-07</td>\n",
        "      <td>  9993604.9</td>\n",
        "      <td>   6420.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-07 21:00:00</th>\n",
        "      <td> 323.06</td>\n",
        "      <td>-3230.9</td>\n",
        "      <td>  9987166.0</td>\n",
        "      <td>  12922.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-06 00:00:0...</td>\n",
        "      <td> 2011-01-07 21:00:00+00:00</td>\n",
        "      <td> 2011-01-07 14:31:00+00:00</td>\n",
        "      <td>   68.4</td>\n",
        "      <td> 10000088.4</td>\n",
        "      <td> [{u'amount': 40, u'last_sale_price': 323.06, u...</td>\n",
        "      <td> 6.839986e-06</td>\n",
        "      <td>  9990396.9</td>\n",
        "      <td>   9623.1</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-10 21:00:00</th>\n",
        "      <td> 329.15</td>\n",
        "      <td>-3291.8</td>\n",
        "      <td>  9983874.2</td>\n",
        "      <td>  16457.5</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-07 00:00:0...</td>\n",
        "      <td> 2011-01-10 21:00:00+00:00</td>\n",
        "      <td> 2011-01-10 14:31:00+00:00</td>\n",
        "      <td>  243.3</td>\n",
        "      <td> 10000331.7</td>\n",
        "      <td> [{u'amount': 50, u'last_sale_price': 329.15, u...</td>\n",
        "      <td> 2.432978e-05</td>\n",
        "      <td>  9987166.0</td>\n",
        "      <td>  12922.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-11 21:00:00</th>\n",
        "      <td> 328.37</td>\n",
        "      <td>-3284.0</td>\n",
        "      <td>  9980590.2</td>\n",
        "      <td>  19702.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-10 00:00:0...</td>\n",
        "      <td> 2011-01-11 21:00:00+00:00</td>\n",
        "      <td> 2011-01-11 14:31:00+00:00</td>\n",
        "      <td>  -39.3</td>\n",
        "      <td> 10000292.4</td>\n",
        "      <td> [{u'amount': 60, u'last_sale_price': 328.37, u...</td>\n",
        "      <td>-3.929870e-06</td>\n",
        "      <td>  9983874.2</td>\n",
        "      <td>  16457.5</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-12 21:00:00</th>\n",
        "      <td> 331.04</td>\n",
        "      <td>-3310.7</td>\n",
        "      <td>  9977279.5</td>\n",
        "      <td>  23172.8</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-11 00:00:0...</td>\n",
        "      <td> 2011-01-12 21:00:00+00:00</td>\n",
        "      <td> 2011-01-12 14:31:00+00:00</td>\n",
        "      <td>  159.9</td>\n",
        "      <td> 10000452.3</td>\n",
        "      <td> [{u'amount': 70, u'last_sale_price': 331.04, u...</td>\n",
        "      <td> 1.598953e-05</td>\n",
        "      <td>  9980590.2</td>\n",
        "      <td>  19702.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-13 21:00:00</th>\n",
        "      <td> 332.25</td>\n",
        "      <td>-3322.8</td>\n",
        "      <td>  9973956.7</td>\n",
        "      <td>  26580.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-12 00:00:0...</td>\n",
        "      <td> 2011-01-13 21:00:00+00:00</td>\n",
        "      <td> 2011-01-13 14:31:00+00:00</td>\n",
        "      <td>   84.4</td>\n",
        "      <td> 10000536.7</td>\n",
        "      <td> [{u'amount': 80, u'last_sale_price': 332.25, u...</td>\n",
        "      <td> 8.439618e-06</td>\n",
        "      <td>  9977279.5</td>\n",
        "      <td>  23172.8</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-14 21:00:00</th>\n",
        "      <td> 334.94</td>\n",
        "      <td>-3349.7</td>\n",
        "      <td>  9970607.0</td>\n",
        "      <td>  30144.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-13 00:00:0...</td>\n",
        "      <td> 2011-01-14 21:00:00+00:00</td>\n",
        "      <td> 2011-01-14 14:31:00+00:00</td>\n",
        "      <td>  214.9</td>\n",
        "      <td> 10000751.6</td>\n",
        "      <td> [{u'amount': 90, u'last_sale_price': 334.94, u...</td>\n",
        "      <td> 2.148885e-05</td>\n",
        "      <td>  9973956.7</td>\n",
        "      <td>  26580.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-18 21:00:00</th>\n",
        "      <td> 327.42</td>\n",
        "      <td>-3274.5</td>\n",
        "      <td>  9967332.5</td>\n",
        "      <td>  32742.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-14 00:00:0...</td>\n",
        "      <td> 2011-01-18 21:00:00+00:00</td>\n",
        "      <td> 2011-01-18 14:31:00+00:00</td>\n",
        "      <td> -677.1</td>\n",
        "      <td> 10000074.5</td>\n",
        "      <td> [{u'amount': 100, u'last_sale_price': 327.42, ...</td>\n",
        "      <td>-6.770491e-05</td>\n",
        "      <td>  9970607.0</td>\n",
        "      <td>  30144.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-19 21:00:00</th>\n",
        "      <td> 325.68</td>\n",
        "      <td>-3257.1</td>\n",
        "      <td>  9964075.4</td>\n",
        "      <td>  35824.8</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-18 00:00:0...</td>\n",
        "      <td> 2011-01-19 21:00:00+00:00</td>\n",
        "      <td> 2011-01-19 14:31:00+00:00</td>\n",
        "      <td> -174.3</td>\n",
        "      <td>  9999900.2</td>\n",
        "      <td> [{u'amount': 110, u'last_sale_price': 325.68, ...</td>\n",
        "      <td>-1.742987e-05</td>\n",
        "      <td>  9967332.5</td>\n",
        "      <td>  32742.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-20 21:00:00</th>\n",
        "      <td> 319.76</td>\n",
        "      <td>-3197.9</td>\n",
        "      <td>  9960877.5</td>\n",
        "      <td>  38371.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-19 00:00:0...</td>\n",
        "      <td> 2011-01-20 21:00:00+00:00</td>\n",
        "      <td> 2011-01-20 14:31:00+00:00</td>\n",
        "      <td> -651.5</td>\n",
        "      <td>  9999248.7</td>\n",
        "      <td> [{u'amount': 120, u'last_sale_price': 319.76, ...</td>\n",
        "      <td>-6.515065e-05</td>\n",
        "      <td>  9964075.4</td>\n",
        "      <td>  35824.8</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-21 21:00:00</th>\n",
        "      <td> 314.03</td>\n",
        "      <td>-3140.6</td>\n",
        "      <td>  9957736.9</td>\n",
        "      <td>  40823.9</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-20 00:00:0...</td>\n",
        "      <td> 2011-01-21 21:00:00+00:00</td>\n",
        "      <td> 2011-01-21 14:31:00+00:00</td>\n",
        "      <td> -687.9</td>\n",
        "      <td>  9998560.8</td>\n",
        "      <td> [{u'amount': 130, u'last_sale_price': 314.03, ...</td>\n",
        "      <td>-6.879517e-05</td>\n",
        "      <td>  9960877.5</td>\n",
        "      <td>  38371.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-24 21:00:00</th>\n",
        "      <td> 324.34</td>\n",
        "      <td>-3243.7</td>\n",
        "      <td>  9954493.2</td>\n",
        "      <td>  45407.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-21 00:00:0...</td>\n",
        "      <td> 2011-01-24 21:00:00+00:00</td>\n",
        "      <td> 2011-01-24 14:31:00+00:00</td>\n",
        "      <td> 1340.0</td>\n",
        "      <td>  9999900.8</td>\n",
        "      <td> [{u'amount': 140, u'last_sale_price': 324.34, ...</td>\n",
        "      <td> 1.340193e-04</td>\n",
        "      <td>  9957736.9</td>\n",
        "      <td>  40823.9</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-25 21:00:00</th>\n",
        "      <td> 328.14</td>\n",
        "      <td>-3281.7</td>\n",
        "      <td>  9951211.5</td>\n",
        "      <td>  49221.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-24 00:00:0...</td>\n",
        "      <td> 2011-01-25 21:00:00+00:00</td>\n",
        "      <td> 2011-01-25 14:31:00+00:00</td>\n",
        "      <td>  531.7</td>\n",
        "      <td> 10000432.5</td>\n",
        "      <td> [{u'amount': 150, u'last_sale_price': 328.14, ...</td>\n",
        "      <td> 5.317053e-05</td>\n",
        "      <td>  9954493.2</td>\n",
        "      <td>  45407.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-26 21:00:00</th>\n",
        "      <td> 330.49</td>\n",
        "      <td>-3305.2</td>\n",
        "      <td>  9947906.3</td>\n",
        "      <td>  52878.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-25 00:00:0...</td>\n",
        "      <td> 2011-01-26 21:00:00+00:00</td>\n",
        "      <td> 2011-01-26 14:31:00+00:00</td>\n",
        "      <td>  352.2</td>\n",
        "      <td> 10000784.7</td>\n",
        "      <td> [{u'amount': 160, u'last_sale_price': 330.49, ...</td>\n",
        "      <td> 3.521848e-05</td>\n",
        "      <td>  9951211.5</td>\n",
        "      <td>  49221.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-27 21:00:00</th>\n",
        "      <td> 329.88</td>\n",
        "      <td>-3299.1</td>\n",
        "      <td>  9944607.2</td>\n",
        "      <td>  56079.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-26 00:00:0...</td>\n",
        "      <td> 2011-01-27 21:00:00+00:00</td>\n",
        "      <td> 2011-01-27 14:31:00+00:00</td>\n",
        "      <td>  -97.9</td>\n",
        "      <td> 10000686.8</td>\n",
        "      <td> [{u'amount': 170, u'last_sale_price': 329.88, ...</td>\n",
        "      <td>-9.789232e-06</td>\n",
        "      <td>  9947906.3</td>\n",
        "      <td>  52878.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-28 21:00:00</th>\n",
        "      <td> 323.04</td>\n",
        "      <td>-3230.7</td>\n",
        "      <td>  9941376.5</td>\n",
        "      <td>  58147.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-27 00:00:0...</td>\n",
        "      <td> 2011-01-28 21:00:00+00:00</td>\n",
        "      <td> 2011-01-28 14:31:00+00:00</td>\n",
        "      <td>-1163.1</td>\n",
        "      <td>  9999523.7</td>\n",
        "      <td> [{u'amount': 180, u'last_sale_price': 323.04, ...</td>\n",
        "      <td>-1.163020e-04</td>\n",
        "      <td>  9944607.2</td>\n",
        "      <td>  56079.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-01-31 21:00:00</th>\n",
        "      <td> 326.14</td>\n",
        "      <td>-3261.7</td>\n",
        "      <td>  9938114.8</td>\n",
        "      <td>  61966.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-28 00:00:0...</td>\n",
        "      <td> 2011-01-31 21:00:00+00:00</td>\n",
        "      <td> 2011-01-31 14:31:00+00:00</td>\n",
        "      <td>  557.7</td>\n",
        "      <td> 10000081.4</td>\n",
        "      <td> [{u'amount': 190, u'last_sale_price': 326.14, ...</td>\n",
        "      <td> 5.577266e-05</td>\n",
        "      <td>  9941376.5</td>\n",
        "      <td>  58147.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-01 21:00:00</th>\n",
        "      <td> 331.63</td>\n",
        "      <td>-3316.6</td>\n",
        "      <td>  9934798.2</td>\n",
        "      <td>  66326.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-01-31 00:00:0...</td>\n",
        "      <td> 2011-02-01 21:00:00+00:00</td>\n",
        "      <td> 2011-02-01 14:31:00+00:00</td>\n",
        "      <td> 1042.8</td>\n",
        "      <td> 10001124.2</td>\n",
        "      <td> [{u'amount': 200, u'last_sale_price': 331.63, ...</td>\n",
        "      <td> 1.042792e-04</td>\n",
        "      <td>  9938114.8</td>\n",
        "      <td>  61966.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-02 21:00:00</th>\n",
        "      <td> 330.94</td>\n",
        "      <td>-3309.7</td>\n",
        "      <td>  9931488.5</td>\n",
        "      <td>  69497.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-01 00:00:0...</td>\n",
        "      <td> 2011-02-02 21:00:00+00:00</td>\n",
        "      <td> 2011-02-02 14:31:00+00:00</td>\n",
        "      <td> -138.3</td>\n",
        "      <td> 10000985.9</td>\n",
        "      <td> [{u'amount': 210, u'last_sale_price': 330.94, ...</td>\n",
        "      <td>-1.382845e-05</td>\n",
        "      <td>  9934798.2</td>\n",
        "      <td>  66326.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-03 21:00:00</th>\n",
        "      <td> 330.10</td>\n",
        "      <td>-3301.3</td>\n",
        "      <td>  9928187.2</td>\n",
        "      <td>  72622.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-02 00:00:0...</td>\n",
        "      <td> 2011-02-03 21:00:00+00:00</td>\n",
        "      <td> 2011-02-03 14:31:00+00:00</td>\n",
        "      <td> -176.7</td>\n",
        "      <td> 10000809.2</td>\n",
        "      <td> [{u'amount': 220, u'last_sale_price': 330.1, u...</td>\n",
        "      <td>-1.766826e-05</td>\n",
        "      <td>  9931488.5</td>\n",
        "      <td>  69497.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-04 21:00:00</th>\n",
        "      <td> 333.04</td>\n",
        "      <td>-3330.7</td>\n",
        "      <td>  9924856.5</td>\n",
        "      <td>  76599.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-03 00:00:0...</td>\n",
        "      <td> 2011-02-04 21:00:00+00:00</td>\n",
        "      <td> 2011-02-04 14:31:00+00:00</td>\n",
        "      <td>  646.5</td>\n",
        "      <td> 10001455.7</td>\n",
        "      <td> [{u'amount': 230, u'last_sale_price': 333.04, ...</td>\n",
        "      <td> 6.464477e-05</td>\n",
        "      <td>  9928187.2</td>\n",
        "      <td>  72622.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-07 21:00:00</th>\n",
        "      <td> 338.21</td>\n",
        "      <td>-3382.4</td>\n",
        "      <td>  9921474.1</td>\n",
        "      <td>  81170.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-04 00:00:0...</td>\n",
        "      <td> 2011-02-07 21:00:00+00:00</td>\n",
        "      <td> 2011-02-07 14:31:00+00:00</td>\n",
        "      <td> 1188.8</td>\n",
        "      <td> 10002644.5</td>\n",
        "      <td> [{u'amount': 240, u'last_sale_price': 338.21, ...</td>\n",
        "      <td> 1.188627e-04</td>\n",
        "      <td>  9924856.5</td>\n",
        "      <td>  76599.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-08 21:00:00</th>\n",
        "      <td> 341.40</td>\n",
        "      <td>-3414.3</td>\n",
        "      <td>  9918059.8</td>\n",
        "      <td>  85350.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-07 00:00:0...</td>\n",
        "      <td> 2011-02-08 21:00:00+00:00</td>\n",
        "      <td> 2011-02-08 14:31:00+00:00</td>\n",
        "      <td>  765.3</td>\n",
        "      <td> 10003409.8</td>\n",
        "      <td> [{u'amount': 250, u'last_sale_price': 341.4, u...</td>\n",
        "      <td> 7.650977e-05</td>\n",
        "      <td>  9921474.1</td>\n",
        "      <td>  81170.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-09 21:00:00</th>\n",
        "      <td> 344.25</td>\n",
        "      <td>-3442.8</td>\n",
        "      <td>  9914617.0</td>\n",
        "      <td>  89505.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-08 00:00:0...</td>\n",
        "      <td> 2011-02-09 21:00:00+00:00</td>\n",
        "      <td> 2011-02-09 14:31:00+00:00</td>\n",
        "      <td>  712.2</td>\n",
        "      <td> 10004122.0</td>\n",
        "      <td> [{u'amount': 260, u'last_sale_price': 344.25, ...</td>\n",
        "      <td> 7.119572e-05</td>\n",
        "      <td>  9918059.8</td>\n",
        "      <td>  85350.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-10 21:00:00</th>\n",
        "      <td> 340.77</td>\n",
        "      <td>-3408.0</td>\n",
        "      <td>  9911209.0</td>\n",
        "      <td>  92007.9</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-09 00:00:0...</td>\n",
        "      <td> 2011-02-10 21:00:00+00:00</td>\n",
        "      <td> 2011-02-10 14:31:00+00:00</td>\n",
        "      <td> -905.1</td>\n",
        "      <td> 10003216.9</td>\n",
        "      <td> [{u'amount': 270, u'last_sale_price': 340.77, ...</td>\n",
        "      <td>-9.047271e-05</td>\n",
        "      <td>  9914617.0</td>\n",
        "      <td>  89505.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-11 21:00:00</th>\n",
        "      <td> 342.99</td>\n",
        "      <td>-3430.2</td>\n",
        "      <td>  9907778.8</td>\n",
        "      <td>  96037.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-10 00:00:0...</td>\n",
        "      <td> 2011-02-11 21:00:00+00:00</td>\n",
        "      <td> 2011-02-11 14:31:00+00:00</td>\n",
        "      <td>  599.1</td>\n",
        "      <td> 10003816.0</td>\n",
        "      <td> [{u'amount': 280, u'last_sale_price': 342.99, ...</td>\n",
        "      <td> 5.989073e-05</td>\n",
        "      <td>  9911209.0</td>\n",
        "      <td>  92007.9</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-14 21:00:00</th>\n",
        "      <td> 345.23</td>\n",
        "      <td>-3452.6</td>\n",
        "      <td>  9904326.2</td>\n",
        "      <td> 100116.7</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-11 00:00:0...</td>\n",
        "      <td> 2011-02-14 21:00:00+00:00</td>\n",
        "      <td> 2011-02-14 14:31:00+00:00</td>\n",
        "      <td>  626.9</td>\n",
        "      <td> 10004442.9</td>\n",
        "      <td> [{u'amount': 290, u'last_sale_price': 345.23, ...</td>\n",
        "      <td> 6.266609e-05</td>\n",
        "      <td>  9907778.8</td>\n",
        "      <td>  96037.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-15 21:00:00</th>\n",
        "      <td> 345.92</td>\n",
        "      <td>-3459.5</td>\n",
        "      <td>  9900866.7</td>\n",
        "      <td> 103776.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-14 00:00:0...</td>\n",
        "      <td> 2011-02-15 21:00:00+00:00</td>\n",
        "      <td> 2011-02-15 14:31:00+00:00</td>\n",
        "      <td>  199.8</td>\n",
        "      <td> 10004642.7</td>\n",
        "      <td> [{u'amount': 300, u'last_sale_price': 345.92, ...</td>\n",
        "      <td> 1.997113e-05</td>\n",
        "      <td>  9904326.2</td>\n",
        "      <td> 100116.7</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-16 21:00:00</th>\n",
        "      <td> 349.02</td>\n",
        "      <td>-3490.5</td>\n",
        "      <td>  9897376.2</td>\n",
        "      <td> 108196.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-15 00:00:0...</td>\n",
        "      <td> 2011-02-16 21:00:00+00:00</td>\n",
        "      <td> 2011-02-16 14:31:00+00:00</td>\n",
        "      <td>  929.7</td>\n",
        "      <td> 10005572.4</td>\n",
        "      <td> [{u'amount': 310, u'last_sale_price': 349.02, ...</td>\n",
        "      <td> 9.292686e-05</td>\n",
        "      <td>  9900866.7</td>\n",
        "      <td> 103776.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-17 21:00:00</th>\n",
        "      <td> 344.38</td>\n",
        "      <td>-3444.1</td>\n",
        "      <td>  9893932.1</td>\n",
        "      <td> 110201.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-16 00:00:0...</td>\n",
        "      <td> 2011-02-17 21:00:00+00:00</td>\n",
        "      <td> 2011-02-17 14:31:00+00:00</td>\n",
        "      <td>-1438.7</td>\n",
        "      <td> 10004133.7</td>\n",
        "      <td> [{u'amount': 320, u'last_sale_price': 344.38, ...</td>\n",
        "      <td>-1.437899e-04</td>\n",
        "      <td>  9897376.2</td>\n",
        "      <td> 108196.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-18 21:00:00</th>\n",
        "      <td> 336.94</td>\n",
        "      <td>-3369.7</td>\n",
        "      <td>  9890562.4</td>\n",
        "      <td> 111190.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-17 00:00:0...</td>\n",
        "      <td> 2011-02-18 21:00:00+00:00</td>\n",
        "      <td> 2011-02-18 14:31:00+00:00</td>\n",
        "      <td>-2381.1</td>\n",
        "      <td> 10001752.6</td>\n",
        "      <td> [{u'amount': 330, u'last_sale_price': 336.94, ...</td>\n",
        "      <td>-2.380116e-04</td>\n",
        "      <td>  9893932.1</td>\n",
        "      <td> 110201.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-22 21:00:00</th>\n",
        "      <td> 325.46</td>\n",
        "      <td>-3254.9</td>\n",
        "      <td>  9887307.5</td>\n",
        "      <td> 110656.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-18 00:00:0...</td>\n",
        "      <td> 2011-02-22 21:00:00+00:00</td>\n",
        "      <td> 2011-02-22 14:31:00+00:00</td>\n",
        "      <td>-3788.7</td>\n",
        "      <td>  9997963.9</td>\n",
        "      <td> [{u'amount': 340, u'last_sale_price': 325.46, ...</td>\n",
        "      <td>-3.788036e-04</td>\n",
        "      <td>  9890562.4</td>\n",
        "      <td> 111190.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-23 21:00:00</th>\n",
        "      <td> 329.31</td>\n",
        "      <td>-3293.4</td>\n",
        "      <td>  9884014.1</td>\n",
        "      <td> 115258.5</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-22 00:00:0...</td>\n",
        "      <td> 2011-02-23 21:00:00+00:00</td>\n",
        "      <td> 2011-02-23 14:31:00+00:00</td>\n",
        "      <td> 1308.7</td>\n",
        "      <td>  9999272.6</td>\n",
        "      <td> [{u'amount': 350, u'last_sale_price': 329.31, ...</td>\n",
        "      <td> 1.308967e-04</td>\n",
        "      <td>  9887307.5</td>\n",
        "      <td> 110656.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-24 21:00:00</th>\n",
        "      <td> 329.56</td>\n",
        "      <td>-3295.9</td>\n",
        "      <td>  9880718.2</td>\n",
        "      <td> 118641.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-23 00:00:0...</td>\n",
        "      <td> 2011-02-24 21:00:00+00:00</td>\n",
        "      <td> 2011-02-24 14:31:00+00:00</td>\n",
        "      <td>   87.2</td>\n",
        "      <td>  9999359.8</td>\n",
        "      <td> [{u'amount': 360, u'last_sale_price': 329.56, ...</td>\n",
        "      <td> 8.720634e-06</td>\n",
        "      <td>  9884014.1</td>\n",
        "      <td> 115258.5</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-25 21:00:00</th>\n",
        "      <td> 334.64</td>\n",
        "      <td>-3346.7</td>\n",
        "      <td>  9877371.5</td>\n",
        "      <td> 123816.8</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-24 00:00:0...</td>\n",
        "      <td> 2011-02-25 21:00:00+00:00</td>\n",
        "      <td> 2011-02-25 14:31:00+00:00</td>\n",
        "      <td> 1828.5</td>\n",
        "      <td> 10001188.3</td>\n",
        "      <td> [{u'amount': 370, u'last_sale_price': 334.64, ...</td>\n",
        "      <td> 1.828617e-04</td>\n",
        "      <td>  9880718.2</td>\n",
        "      <td> 118641.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-02-28 21:00:00</th>\n",
        "      <td> 339.49</td>\n",
        "      <td>-3395.2</td>\n",
        "      <td>  9873976.3</td>\n",
        "      <td> 129006.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-25 00:00:0...</td>\n",
        "      <td> 2011-02-28 21:00:00+00:00</td>\n",
        "      <td> 2011-02-28 14:31:00+00:00</td>\n",
        "      <td> 1794.2</td>\n",
        "      <td> 10002982.5</td>\n",
        "      <td> [{u'amount': 380, u'last_sale_price': 339.49, ...</td>\n",
        "      <td> 1.793987e-04</td>\n",
        "      <td>  9877371.5</td>\n",
        "      <td> 123816.8</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-01 21:00:00</th>\n",
        "      <td> 335.74</td>\n",
        "      <td>-3357.7</td>\n",
        "      <td>  9870618.6</td>\n",
        "      <td> 130938.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-02-28 00:00:0...</td>\n",
        "      <td> 2011-03-01 21:00:00+00:00</td>\n",
        "      <td> 2011-03-01 14:31:00+00:00</td>\n",
        "      <td>-1425.3</td>\n",
        "      <td> 10001557.2</td>\n",
        "      <td> [{u'amount': 390, u'last_sale_price': 335.74, ...</td>\n",
        "      <td>-1.424875e-04</td>\n",
        "      <td>  9873976.3</td>\n",
        "      <td> 129006.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-02 21:00:00</th>\n",
        "      <td> 338.44</td>\n",
        "      <td>-3384.7</td>\n",
        "      <td>  9867233.9</td>\n",
        "      <td> 135376.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-01 00:00:0...</td>\n",
        "      <td> 2011-03-02 21:00:00+00:00</td>\n",
        "      <td> 2011-03-02 14:31:00+00:00</td>\n",
        "      <td> 1052.7</td>\n",
        "      <td> 10002609.9</td>\n",
        "      <td> [{u'amount': 400, u'last_sale_price': 338.44, ...</td>\n",
        "      <td> 1.052536e-04</td>\n",
        "      <td>  9870618.6</td>\n",
        "      <td> 130938.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-03 21:00:00</th>\n",
        "      <td> 345.59</td>\n",
        "      <td>-3456.2</td>\n",
        "      <td>  9863777.7</td>\n",
        "      <td> 141691.9</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-02 00:00:0...</td>\n",
        "      <td> 2011-03-03 21:00:00+00:00</td>\n",
        "      <td> 2011-03-03 14:31:00+00:00</td>\n",
        "      <td> 2859.7</td>\n",
        "      <td> 10005469.6</td>\n",
        "      <td> [{u'amount': 410, u'last_sale_price': 345.59, ...</td>\n",
        "      <td> 2.858954e-04</td>\n",
        "      <td>  9867233.9</td>\n",
        "      <td> 135376.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-04 21:00:00</th>\n",
        "      <td> 346.02</td>\n",
        "      <td>-3460.5</td>\n",
        "      <td>  9860317.2</td>\n",
        "      <td> 145328.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-03 00:00:0...</td>\n",
        "      <td> 2011-03-04 21:00:00+00:00</td>\n",
        "      <td> 2011-03-04 14:31:00+00:00</td>\n",
        "      <td>  176.0</td>\n",
        "      <td> 10005645.6</td>\n",
        "      <td> [{u'amount': 420, u'last_sale_price': 346.02, ...</td>\n",
        "      <td> 1.759038e-05</td>\n",
        "      <td>  9863777.7</td>\n",
        "      <td> 141691.9</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-07 21:00:00</th>\n",
        "      <td> 341.56</td>\n",
        "      <td>-3415.9</td>\n",
        "      <td>  9856901.3</td>\n",
        "      <td> 146870.8</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-04 00:00:0...</td>\n",
        "      <td> 2011-03-07 21:00:00+00:00</td>\n",
        "      <td> 2011-03-07 14:31:00+00:00</td>\n",
        "      <td>-1873.5</td>\n",
        "      <td> 10003772.1</td>\n",
        "      <td> [{u'amount': 430, u'last_sale_price': 341.56, ...</td>\n",
        "      <td>-1.872443e-04</td>\n",
        "      <td>  9860317.2</td>\n",
        "      <td> 145328.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-08 21:00:00</th>\n",
        "      <td> 341.94</td>\n",
        "      <td>-3419.7</td>\n",
        "      <td>  9853481.6</td>\n",
        "      <td> 150453.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-07 00:00:0...</td>\n",
        "      <td> 2011-03-08 21:00:00+00:00</td>\n",
        "      <td> 2011-03-08 14:31:00+00:00</td>\n",
        "      <td>  163.1</td>\n",
        "      <td> 10003935.2</td>\n",
        "      <td> [{u'amount': 440, u'last_sale_price': 341.94, ...</td>\n",
        "      <td> 1.630385e-05</td>\n",
        "      <td>  9856901.3</td>\n",
        "      <td> 146870.8</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-09 21:00:00</th>\n",
        "      <td> 338.78</td>\n",
        "      <td>-3388.1</td>\n",
        "      <td>  9850093.5</td>\n",
        "      <td> 152451.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-08 00:00:0...</td>\n",
        "      <td> 2011-03-09 21:00:00+00:00</td>\n",
        "      <td> 2011-03-09 14:31:00+00:00</td>\n",
        "      <td>-1390.7</td>\n",
        "      <td> 10002544.5</td>\n",
        "      <td> [{u'amount': 450, u'last_sale_price': 338.78, ...</td>\n",
        "      <td>-1.390153e-04</td>\n",
        "      <td>  9853481.6</td>\n",
        "      <td> 150453.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-10 21:00:00</th>\n",
        "      <td> 333.20</td>\n",
        "      <td>-3332.3</td>\n",
        "      <td>  9846761.2</td>\n",
        "      <td> 153272.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-09 00:00:0...</td>\n",
        "      <td> 2011-03-10 21:00:00+00:00</td>\n",
        "      <td> 2011-03-10 14:31:00+00:00</td>\n",
        "      <td>-2511.3</td>\n",
        "      <td> 10000033.2</td>\n",
        "      <td> [{u'amount': 460, u'last_sale_price': 333.2, u...</td>\n",
        "      <td>-2.510661e-04</td>\n",
        "      <td>  9850093.5</td>\n",
        "      <td> 152451.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-11 21:00:00</th>\n",
        "      <td> 338.32</td>\n",
        "      <td>-3383.5</td>\n",
        "      <td>  9843377.7</td>\n",
        "      <td> 159010.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-10 00:00:0...</td>\n",
        "      <td> 2011-03-11 21:00:00+00:00</td>\n",
        "      <td> 2011-03-11 14:31:00+00:00</td>\n",
        "      <td> 2354.9</td>\n",
        "      <td> 10002388.1</td>\n",
        "      <td> [{u'amount': 470, u'last_sale_price': 338.32, ...</td>\n",
        "      <td> 2.354892e-04</td>\n",
        "      <td>  9846761.2</td>\n",
        "      <td> 153272.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-14 20:00:00</th>\n",
        "      <td> 339.83</td>\n",
        "      <td>-3398.6</td>\n",
        "      <td>  9839979.1</td>\n",
        "      <td> 163118.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-11 00:00:0...</td>\n",
        "      <td> 2011-03-14 20:00:00+00:00</td>\n",
        "      <td> 2011-03-14 13:31:00+00:00</td>\n",
        "      <td>  709.4</td>\n",
        "      <td> 10003097.5</td>\n",
        "      <td> [{u'amount': 480, u'last_sale_price': 339.83, ...</td>\n",
        "      <td> 7.092306e-05</td>\n",
        "      <td>  9843377.7</td>\n",
        "      <td> 159010.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-15 20:00:00</th>\n",
        "      <td> 332.01</td>\n",
        "      <td>-3320.4</td>\n",
        "      <td>  9836658.7</td>\n",
        "      <td> 162684.9</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-14 00:00:0...</td>\n",
        "      <td> 2011-03-15 20:00:00+00:00</td>\n",
        "      <td> 2011-03-15 13:31:00+00:00</td>\n",
        "      <td>-3753.9</td>\n",
        "      <td>  9999343.6</td>\n",
        "      <td> [{u'amount': 490, u'last_sale_price': 332.01, ...</td>\n",
        "      <td>-3.752738e-04</td>\n",
        "      <td>  9839979.1</td>\n",
        "      <td> 163118.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-16 20:00:00</th>\n",
        "      <td> 317.19</td>\n",
        "      <td>-3172.2</td>\n",
        "      <td>  9833486.5</td>\n",
        "      <td> 158595.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-15 00:00:0...</td>\n",
        "      <td> 2011-03-16 20:00:00+00:00</td>\n",
        "      <td> 2011-03-16 13:31:00+00:00</td>\n",
        "      <td>-7262.1</td>\n",
        "      <td>  9992081.5</td>\n",
        "      <td> [{u'amount': 500, u'last_sale_price': 317.19, ...</td>\n",
        "      <td>-7.262577e-04</td>\n",
        "      <td>  9836658.7</td>\n",
        "      <td> 162684.9</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-17 20:00:00</th>\n",
        "      <td> 321.64</td>\n",
        "      <td>-3216.7</td>\n",
        "      <td>  9830269.8</td>\n",
        "      <td> 164036.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-16 00:00:0...</td>\n",
        "      <td> 2011-03-17 20:00:00+00:00</td>\n",
        "      <td> 2011-03-17 13:31:00+00:00</td>\n",
        "      <td> 2224.7</td>\n",
        "      <td>  9994306.2</td>\n",
        "      <td> [{u'amount': 510, u'last_sale_price': 321.64, ...</td>\n",
        "      <td> 2.226463e-04</td>\n",
        "      <td>  9833486.5</td>\n",
        "      <td> 158595.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-18 20:00:00</th>\n",
        "      <td> 317.82</td>\n",
        "      <td>-3178.5</td>\n",
        "      <td>  9827091.3</td>\n",
        "      <td> 165266.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-17 00:00:0...</td>\n",
        "      <td> 2011-03-18 20:00:00+00:00</td>\n",
        "      <td> 2011-03-18 13:31:00+00:00</td>\n",
        "      <td>-1948.5</td>\n",
        "      <td>  9992357.7</td>\n",
        "      <td> [{u'amount': 520, u'last_sale_price': 317.82, ...</td>\n",
        "      <td>-1.949610e-04</td>\n",
        "      <td>  9830269.8</td>\n",
        "      <td> 164036.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-21 20:00:00</th>\n",
        "      <td> 326.12</td>\n",
        "      <td>-3261.5</td>\n",
        "      <td>  9823829.8</td>\n",
        "      <td> 172843.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-18 00:00:0...</td>\n",
        "      <td> 2011-03-21 20:00:00+00:00</td>\n",
        "      <td> 2011-03-21 13:31:00+00:00</td>\n",
        "      <td> 4315.7</td>\n",
        "      <td>  9996673.4</td>\n",
        "      <td> [{u'amount': 530, u'last_sale_price': 326.12, ...</td>\n",
        "      <td> 4.319001e-04</td>\n",
        "      <td>  9827091.3</td>\n",
        "      <td> 165266.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-22 20:00:00</th>\n",
        "      <td> 327.95</td>\n",
        "      <td>-3279.8</td>\n",
        "      <td>  9820550.0</td>\n",
        "      <td> 177093.0</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-21 00:00:0...</td>\n",
        "      <td> 2011-03-22 20:00:00+00:00</td>\n",
        "      <td> 2011-03-22 13:31:00+00:00</td>\n",
        "      <td>  969.6</td>\n",
        "      <td>  9997643.0</td>\n",
        "      <td> [{u'amount': 540, u'last_sale_price': 327.95, ...</td>\n",
        "      <td> 9.699227e-05</td>\n",
        "      <td>  9823829.8</td>\n",
        "      <td> 172843.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-23 20:00:00</th>\n",
        "      <td> 326.01</td>\n",
        "      <td>-3260.4</td>\n",
        "      <td>  9817289.6</td>\n",
        "      <td> 179305.5</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-22 00:00:0...</td>\n",
        "      <td> 2011-03-23 20:00:00+00:00</td>\n",
        "      <td> 2011-03-23 13:31:00+00:00</td>\n",
        "      <td>-1047.9</td>\n",
        "      <td>  9996595.1</td>\n",
        "      <td> [{u'amount': 550, u'last_sale_price': 326.01, ...</td>\n",
        "      <td>-1.048147e-04</td>\n",
        "      <td>  9820550.0</td>\n",
        "      <td> 177093.0</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-24 20:00:00</th>\n",
        "      <td> 331.57</td>\n",
        "      <td>-3316.0</td>\n",
        "      <td>  9813973.6</td>\n",
        "      <td> 185679.2</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-23 00:00:0...</td>\n",
        "      <td> 2011-03-24 20:00:00+00:00</td>\n",
        "      <td> 2011-03-24 13:31:00+00:00</td>\n",
        "      <td> 3057.7</td>\n",
        "      <td>  9999652.8</td>\n",
        "      <td> [{u'amount': 560, u'last_sale_price': 331.57, ...</td>\n",
        "      <td> 3.058741e-04</td>\n",
        "      <td>  9817289.6</td>\n",
        "      <td> 179305.5</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-25 20:00:00</th>\n",
        "      <td> 337.88</td>\n",
        "      <td>-3379.1</td>\n",
        "      <td>  9810594.5</td>\n",
        "      <td> 192591.6</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-24 00:00:0...</td>\n",
        "      <td> 2011-03-25 20:00:00+00:00</td>\n",
        "      <td> 2011-03-25 13:31:00+00:00</td>\n",
        "      <td> 3533.3</td>\n",
        "      <td> 10003186.1</td>\n",
        "      <td> [{u'amount': 570, u'last_sale_price': 337.88, ...</td>\n",
        "      <td> 3.533423e-04</td>\n",
        "      <td>  9813973.6</td>\n",
        "      <td> 185679.2</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-28 20:00:00</th>\n",
        "      <td> 336.83</td>\n",
        "      <td>-3368.6</td>\n",
        "      <td>  9807225.9</td>\n",
        "      <td> 195361.4</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-25 00:00:0...</td>\n",
        "      <td> 2011-03-28 20:00:00+00:00</td>\n",
        "      <td> 2011-03-28 13:31:00+00:00</td>\n",
        "      <td> -598.8</td>\n",
        "      <td> 10002587.3</td>\n",
        "      <td> [{u'amount': 580, u'last_sale_price': 336.83, ...</td>\n",
        "      <td>-5.986093e-05</td>\n",
        "      <td>  9810594.5</td>\n",
        "      <td> 192591.6</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-29 20:00:00</th>\n",
        "      <td> 337.33</td>\n",
        "      <td>-3373.6</td>\n",
        "      <td>  9803852.3</td>\n",
        "      <td> 199024.7</td>\n",
        "      <td> [{u'status': 1, u'created': 2011-03-28 00:00:0...</td>\n",
        "      <td> 2011-03-29 20:00:00+00:00</td>\n",
        "      <td> 2011-03-29 13:31:00+00:00</td>\n",
        "      <td>  289.7</td>\n",
        "      <td> 10002877.0</td>\n",
        "      <td> [{u'amount': 590, u'last_sale_price': 337.33, ...</td>\n",
        "      <td> 2.896251e-05</td>\n",
        "      <td>  9807225.9</td>\n",
        "      <td> 195361.4</td>\n",
        "      <td> [{u'commission': 0.3, u'amount': 10, u'sid': u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>502 rows \u00d7 14 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "                       AAPL  capital_used  ending_cash  ending_value  \\\n",
        "2011-01-03 21:00:00  316.77           0.0   10000000.0           0.0   \n",
        "2011-01-04 21:00:00  318.42       -3184.5    9996815.5        3184.2   \n",
        "2011-01-05 21:00:00  321.03       -3210.6    9993604.9        6420.6   \n",
        "2011-01-06 21:00:00  320.77       -3208.0    9990396.9        9623.1   \n",
        "2011-01-07 21:00:00  323.06       -3230.9    9987166.0       12922.4   \n",
        "2011-01-10 21:00:00  329.15       -3291.8    9983874.2       16457.5   \n",
        "2011-01-11 21:00:00  328.37       -3284.0    9980590.2       19702.2   \n",
        "2011-01-12 21:00:00  331.04       -3310.7    9977279.5       23172.8   \n",
        "2011-01-13 21:00:00  332.25       -3322.8    9973956.7       26580.0   \n",
        "2011-01-14 21:00:00  334.94       -3349.7    9970607.0       30144.6   \n",
        "2011-01-18 21:00:00  327.42       -3274.5    9967332.5       32742.0   \n",
        "2011-01-19 21:00:00  325.68       -3257.1    9964075.4       35824.8   \n",
        "2011-01-20 21:00:00  319.76       -3197.9    9960877.5       38371.2   \n",
        "2011-01-21 21:00:00  314.03       -3140.6    9957736.9       40823.9   \n",
        "2011-01-24 21:00:00  324.34       -3243.7    9954493.2       45407.6   \n",
        "2011-01-25 21:00:00  328.14       -3281.7    9951211.5       49221.0   \n",
        "2011-01-26 21:00:00  330.49       -3305.2    9947906.3       52878.4   \n",
        "2011-01-27 21:00:00  329.88       -3299.1    9944607.2       56079.6   \n",
        "2011-01-28 21:00:00  323.04       -3230.7    9941376.5       58147.2   \n",
        "2011-01-31 21:00:00  326.14       -3261.7    9938114.8       61966.6   \n",
        "2011-02-01 21:00:00  331.63       -3316.6    9934798.2       66326.0   \n",
        "2011-02-02 21:00:00  330.94       -3309.7    9931488.5       69497.4   \n",
        "2011-02-03 21:00:00  330.10       -3301.3    9928187.2       72622.0   \n",
        "2011-02-04 21:00:00  333.04       -3330.7    9924856.5       76599.2   \n",
        "2011-02-07 21:00:00  338.21       -3382.4    9921474.1       81170.4   \n",
        "2011-02-08 21:00:00  341.40       -3414.3    9918059.8       85350.0   \n",
        "2011-02-09 21:00:00  344.25       -3442.8    9914617.0       89505.0   \n",
        "2011-02-10 21:00:00  340.77       -3408.0    9911209.0       92007.9   \n",
        "2011-02-11 21:00:00  342.99       -3430.2    9907778.8       96037.2   \n",
        "2011-02-14 21:00:00  345.23       -3452.6    9904326.2      100116.7   \n",
        "2011-02-15 21:00:00  345.92       -3459.5    9900866.7      103776.0   \n",
        "2011-02-16 21:00:00  349.02       -3490.5    9897376.2      108196.2   \n",
        "2011-02-17 21:00:00  344.38       -3444.1    9893932.1      110201.6   \n",
        "2011-02-18 21:00:00  336.94       -3369.7    9890562.4      111190.2   \n",
        "2011-02-22 21:00:00  325.46       -3254.9    9887307.5      110656.4   \n",
        "2011-02-23 21:00:00  329.31       -3293.4    9884014.1      115258.5   \n",
        "2011-02-24 21:00:00  329.56       -3295.9    9880718.2      118641.6   \n",
        "2011-02-25 21:00:00  334.64       -3346.7    9877371.5      123816.8   \n",
        "2011-02-28 21:00:00  339.49       -3395.2    9873976.3      129006.2   \n",
        "2011-03-01 21:00:00  335.74       -3357.7    9870618.6      130938.6   \n",
        "2011-03-02 21:00:00  338.44       -3384.7    9867233.9      135376.0   \n",
        "2011-03-03 21:00:00  345.59       -3456.2    9863777.7      141691.9   \n",
        "2011-03-04 21:00:00  346.02       -3460.5    9860317.2      145328.4   \n",
        "2011-03-07 21:00:00  341.56       -3415.9    9856901.3      146870.8   \n",
        "2011-03-08 21:00:00  341.94       -3419.7    9853481.6      150453.6   \n",
        "2011-03-09 21:00:00  338.78       -3388.1    9850093.5      152451.0   \n",
        "2011-03-10 21:00:00  333.20       -3332.3    9846761.2      153272.0   \n",
        "2011-03-11 21:00:00  338.32       -3383.5    9843377.7      159010.4   \n",
        "2011-03-14 20:00:00  339.83       -3398.6    9839979.1      163118.4   \n",
        "2011-03-15 20:00:00  332.01       -3320.4    9836658.7      162684.9   \n",
        "2011-03-16 20:00:00  317.19       -3172.2    9833486.5      158595.0   \n",
        "2011-03-17 20:00:00  321.64       -3216.7    9830269.8      164036.4   \n",
        "2011-03-18 20:00:00  317.82       -3178.5    9827091.3      165266.4   \n",
        "2011-03-21 20:00:00  326.12       -3261.5    9823829.8      172843.6   \n",
        "2011-03-22 20:00:00  327.95       -3279.8    9820550.0      177093.0   \n",
        "2011-03-23 20:00:00  326.01       -3260.4    9817289.6      179305.5   \n",
        "2011-03-24 20:00:00  331.57       -3316.0    9813973.6      185679.2   \n",
        "2011-03-25 20:00:00  337.88       -3379.1    9810594.5      192591.6   \n",
        "2011-03-28 20:00:00  336.83       -3368.6    9807225.9      195361.4   \n",
        "2011-03-29 20:00:00  337.33       -3373.6    9803852.3      199024.7   \n",
        "                        ...           ...          ...           ...   \n",
        "\n",
        "                                                                orders  \\\n",
        "2011-01-03 21:00:00  [{u'status': 0, u'created': 2011-01-03 00:00:0...   \n",
        "2011-01-04 21:00:00  [{u'status': 1, u'created': 2011-01-03 00:00:0...   \n",
        "2011-01-05 21:00:00  [{u'status': 1, u'created': 2011-01-04 00:00:0...   \n",
        "2011-01-06 21:00:00  [{u'status': 1, u'created': 2011-01-05 00:00:0...   \n",
        "2011-01-07 21:00:00  [{u'status': 1, u'created': 2011-01-06 00:00:0...   \n",
        "2011-01-10 21:00:00  [{u'status': 1, u'created': 2011-01-07 00:00:0...   \n",
        "2011-01-11 21:00:00  [{u'status': 1, u'created': 2011-01-10 00:00:0...   \n",
        "2011-01-12 21:00:00  [{u'status': 1, u'created': 2011-01-11 00:00:0...   \n",
        "2011-01-13 21:00:00  [{u'status': 1, u'created': 2011-01-12 00:00:0...   \n",
        "2011-01-14 21:00:00  [{u'status': 1, u'created': 2011-01-13 00:00:0...   \n",
        "2011-01-18 21:00:00  [{u'status': 1, u'created': 2011-01-14 00:00:0...   \n",
        "2011-01-19 21:00:00  [{u'status': 1, u'created': 2011-01-18 00:00:0...   \n",
        "2011-01-20 21:00:00  [{u'status': 1, u'created': 2011-01-19 00:00:0...   \n",
        "2011-01-21 21:00:00  [{u'status': 1, u'created': 2011-01-20 00:00:0...   \n",
        "2011-01-24 21:00:00  [{u'status': 1, u'created': 2011-01-21 00:00:0...   \n",
        "2011-01-25 21:00:00  [{u'status': 1, u'created': 2011-01-24 00:00:0...   \n",
        "2011-01-26 21:00:00  [{u'status': 1, u'created': 2011-01-25 00:00:0...   \n",
        "2011-01-27 21:00:00  [{u'status': 1, u'created': 2011-01-26 00:00:0...   \n",
        "2011-01-28 21:00:00  [{u'status': 1, u'created': 2011-01-27 00:00:0...   \n",
        "2011-01-31 21:00:00  [{u'status': 1, u'created': 2011-01-28 00:00:0...   \n",
        "2011-02-01 21:00:00  [{u'status': 1, u'created': 2011-01-31 00:00:0...   \n",
        "2011-02-02 21:00:00  [{u'status': 1, u'created': 2011-02-01 00:00:0...   \n",
        "2011-02-03 21:00:00  [{u'status': 1, u'created': 2011-02-02 00:00:0...   \n",
        "2011-02-04 21:00:00  [{u'status': 1, u'created': 2011-02-03 00:00:0...   \n",
        "2011-02-07 21:00:00  [{u'status': 1, u'created': 2011-02-04 00:00:0...   \n",
        "2011-02-08 21:00:00  [{u'status': 1, u'created': 2011-02-07 00:00:0...   \n",
        "2011-02-09 21:00:00  [{u'status': 1, u'created': 2011-02-08 00:00:0...   \n",
        "2011-02-10 21:00:00  [{u'status': 1, u'created': 2011-02-09 00:00:0...   \n",
        "2011-02-11 21:00:00  [{u'status': 1, u'created': 2011-02-10 00:00:0...   \n",
        "2011-02-14 21:00:00  [{u'status': 1, u'created': 2011-02-11 00:00:0...   \n",
        "2011-02-15 21:00:00  [{u'status': 1, u'created': 2011-02-14 00:00:0...   \n",
        "2011-02-16 21:00:00  [{u'status': 1, u'created': 2011-02-15 00:00:0...   \n",
        "2011-02-17 21:00:00  [{u'status': 1, u'created': 2011-02-16 00:00:0...   \n",
        "2011-02-18 21:00:00  [{u'status': 1, u'created': 2011-02-17 00:00:0...   \n",
        "2011-02-22 21:00:00  [{u'status': 1, u'created': 2011-02-18 00:00:0...   \n",
        "2011-02-23 21:00:00  [{u'status': 1, u'created': 2011-02-22 00:00:0...   \n",
        "2011-02-24 21:00:00  [{u'status': 1, u'created': 2011-02-23 00:00:0...   \n",
        "2011-02-25 21:00:00  [{u'status': 1, u'created': 2011-02-24 00:00:0...   \n",
        "2011-02-28 21:00:00  [{u'status': 1, u'created': 2011-02-25 00:00:0...   \n",
        "2011-03-01 21:00:00  [{u'status': 1, u'created': 2011-02-28 00:00:0...   \n",
        "2011-03-02 21:00:00  [{u'status': 1, u'created': 2011-03-01 00:00:0...   \n",
        "2011-03-03 21:00:00  [{u'status': 1, u'created': 2011-03-02 00:00:0...   \n",
        "2011-03-04 21:00:00  [{u'status': 1, u'created': 2011-03-03 00:00:0...   \n",
        "2011-03-07 21:00:00  [{u'status': 1, u'created': 2011-03-04 00:00:0...   \n",
        "2011-03-08 21:00:00  [{u'status': 1, u'created': 2011-03-07 00:00:0...   \n",
        "2011-03-09 21:00:00  [{u'status': 1, u'created': 2011-03-08 00:00:0...   \n",
        "2011-03-10 21:00:00  [{u'status': 1, u'created': 2011-03-09 00:00:0...   \n",
        "2011-03-11 21:00:00  [{u'status': 1, u'created': 2011-03-10 00:00:0...   \n",
        "2011-03-14 20:00:00  [{u'status': 1, u'created': 2011-03-11 00:00:0...   \n",
        "2011-03-15 20:00:00  [{u'status': 1, u'created': 2011-03-14 00:00:0...   \n",
        "2011-03-16 20:00:00  [{u'status': 1, u'created': 2011-03-15 00:00:0...   \n",
        "2011-03-17 20:00:00  [{u'status': 1, u'created': 2011-03-16 00:00:0...   \n",
        "2011-03-18 20:00:00  [{u'status': 1, u'created': 2011-03-17 00:00:0...   \n",
        "2011-03-21 20:00:00  [{u'status': 1, u'created': 2011-03-18 00:00:0...   \n",
        "2011-03-22 20:00:00  [{u'status': 1, u'created': 2011-03-21 00:00:0...   \n",
        "2011-03-23 20:00:00  [{u'status': 1, u'created': 2011-03-22 00:00:0...   \n",
        "2011-03-24 20:00:00  [{u'status': 1, u'created': 2011-03-23 00:00:0...   \n",
        "2011-03-25 20:00:00  [{u'status': 1, u'created': 2011-03-24 00:00:0...   \n",
        "2011-03-28 20:00:00  [{u'status': 1, u'created': 2011-03-25 00:00:0...   \n",
        "2011-03-29 20:00:00  [{u'status': 1, u'created': 2011-03-28 00:00:0...   \n",
        "                                                                   ...   \n",
        "\n",
        "                                  period_close                period_open  \\\n",
        "2011-01-03 21:00:00  2011-01-03 21:00:00+00:00  2011-01-03 14:31:00+00:00   \n",
        "2011-01-04 21:00:00  2011-01-04 21:00:00+00:00  2011-01-04 14:31:00+00:00   \n",
        "2011-01-05 21:00:00  2011-01-05 21:00:00+00:00  2011-01-05 14:31:00+00:00   \n",
        "2011-01-06 21:00:00  2011-01-06 21:00:00+00:00  2011-01-06 14:31:00+00:00   \n",
        "2011-01-07 21:00:00  2011-01-07 21:00:00+00:00  2011-01-07 14:31:00+00:00   \n",
        "2011-01-10 21:00:00  2011-01-10 21:00:00+00:00  2011-01-10 14:31:00+00:00   \n",
        "2011-01-11 21:00:00  2011-01-11 21:00:00+00:00  2011-01-11 14:31:00+00:00   \n",
        "2011-01-12 21:00:00  2011-01-12 21:00:00+00:00  2011-01-12 14:31:00+00:00   \n",
        "2011-01-13 21:00:00  2011-01-13 21:00:00+00:00  2011-01-13 14:31:00+00:00   \n",
        "2011-01-14 21:00:00  2011-01-14 21:00:00+00:00  2011-01-14 14:31:00+00:00   \n",
        "2011-01-18 21:00:00  2011-01-18 21:00:00+00:00  2011-01-18 14:31:00+00:00   \n",
        "2011-01-19 21:00:00  2011-01-19 21:00:00+00:00  2011-01-19 14:31:00+00:00   \n",
        "2011-01-20 21:00:00  2011-01-20 21:00:00+00:00  2011-01-20 14:31:00+00:00   \n",
        "2011-01-21 21:00:00  2011-01-21 21:00:00+00:00  2011-01-21 14:31:00+00:00   \n",
        "2011-01-24 21:00:00  2011-01-24 21:00:00+00:00  2011-01-24 14:31:00+00:00   \n",
        "2011-01-25 21:00:00  2011-01-25 21:00:00+00:00  2011-01-25 14:31:00+00:00   \n",
        "2011-01-26 21:00:00  2011-01-26 21:00:00+00:00  2011-01-26 14:31:00+00:00   \n",
        "2011-01-27 21:00:00  2011-01-27 21:00:00+00:00  2011-01-27 14:31:00+00:00   \n",
        "2011-01-28 21:00:00  2011-01-28 21:00:00+00:00  2011-01-28 14:31:00+00:00   \n",
        "2011-01-31 21:00:00  2011-01-31 21:00:00+00:00  2011-01-31 14:31:00+00:00   \n",
        "2011-02-01 21:00:00  2011-02-01 21:00:00+00:00  2011-02-01 14:31:00+00:00   \n",
        "2011-02-02 21:00:00  2011-02-02 21:00:00+00:00  2011-02-02 14:31:00+00:00   \n",
        "2011-02-03 21:00:00  2011-02-03 21:00:00+00:00  2011-02-03 14:31:00+00:00   \n",
        "2011-02-04 21:00:00  2011-02-04 21:00:00+00:00  2011-02-04 14:31:00+00:00   \n",
        "2011-02-07 21:00:00  2011-02-07 21:00:00+00:00  2011-02-07 14:31:00+00:00   \n",
        "2011-02-08 21:00:00  2011-02-08 21:00:00+00:00  2011-02-08 14:31:00+00:00   \n",
        "2011-02-09 21:00:00  2011-02-09 21:00:00+00:00  2011-02-09 14:31:00+00:00   \n",
        "2011-02-10 21:00:00  2011-02-10 21:00:00+00:00  2011-02-10 14:31:00+00:00   \n",
        "2011-02-11 21:00:00  2011-02-11 21:00:00+00:00  2011-02-11 14:31:00+00:00   \n",
        "2011-02-14 21:00:00  2011-02-14 21:00:00+00:00  2011-02-14 14:31:00+00:00   \n",
        "2011-02-15 21:00:00  2011-02-15 21:00:00+00:00  2011-02-15 14:31:00+00:00   \n",
        "2011-02-16 21:00:00  2011-02-16 21:00:00+00:00  2011-02-16 14:31:00+00:00   \n",
        "2011-02-17 21:00:00  2011-02-17 21:00:00+00:00  2011-02-17 14:31:00+00:00   \n",
        "2011-02-18 21:00:00  2011-02-18 21:00:00+00:00  2011-02-18 14:31:00+00:00   \n",
        "2011-02-22 21:00:00  2011-02-22 21:00:00+00:00  2011-02-22 14:31:00+00:00   \n",
        "2011-02-23 21:00:00  2011-02-23 21:00:00+00:00  2011-02-23 14:31:00+00:00   \n",
        "2011-02-24 21:00:00  2011-02-24 21:00:00+00:00  2011-02-24 14:31:00+00:00   \n",
        "2011-02-25 21:00:00  2011-02-25 21:00:00+00:00  2011-02-25 14:31:00+00:00   \n",
        "2011-02-28 21:00:00  2011-02-28 21:00:00+00:00  2011-02-28 14:31:00+00:00   \n",
        "2011-03-01 21:00:00  2011-03-01 21:00:00+00:00  2011-03-01 14:31:00+00:00   \n",
        "2011-03-02 21:00:00  2011-03-02 21:00:00+00:00  2011-03-02 14:31:00+00:00   \n",
        "2011-03-03 21:00:00  2011-03-03 21:00:00+00:00  2011-03-03 14:31:00+00:00   \n",
        "2011-03-04 21:00:00  2011-03-04 21:00:00+00:00  2011-03-04 14:31:00+00:00   \n",
        "2011-03-07 21:00:00  2011-03-07 21:00:00+00:00  2011-03-07 14:31:00+00:00   \n",
        "2011-03-08 21:00:00  2011-03-08 21:00:00+00:00  2011-03-08 14:31:00+00:00   \n",
        "2011-03-09 21:00:00  2011-03-09 21:00:00+00:00  2011-03-09 14:31:00+00:00   \n",
        "2011-03-10 21:00:00  2011-03-10 21:00:00+00:00  2011-03-10 14:31:00+00:00   \n",
        "2011-03-11 21:00:00  2011-03-11 21:00:00+00:00  2011-03-11 14:31:00+00:00   \n",
        "2011-03-14 20:00:00  2011-03-14 20:00:00+00:00  2011-03-14 13:31:00+00:00   \n",
        "2011-03-15 20:00:00  2011-03-15 20:00:00+00:00  2011-03-15 13:31:00+00:00   \n",
        "2011-03-16 20:00:00  2011-03-16 20:00:00+00:00  2011-03-16 13:31:00+00:00   \n",
        "2011-03-17 20:00:00  2011-03-17 20:00:00+00:00  2011-03-17 13:31:00+00:00   \n",
        "2011-03-18 20:00:00  2011-03-18 20:00:00+00:00  2011-03-18 13:31:00+00:00   \n",
        "2011-03-21 20:00:00  2011-03-21 20:00:00+00:00  2011-03-21 13:31:00+00:00   \n",
        "2011-03-22 20:00:00  2011-03-22 20:00:00+00:00  2011-03-22 13:31:00+00:00   \n",
        "2011-03-23 20:00:00  2011-03-23 20:00:00+00:00  2011-03-23 13:31:00+00:00   \n",
        "2011-03-24 20:00:00  2011-03-24 20:00:00+00:00  2011-03-24 13:31:00+00:00   \n",
        "2011-03-25 20:00:00  2011-03-25 20:00:00+00:00  2011-03-25 13:31:00+00:00   \n",
        "2011-03-28 20:00:00  2011-03-28 20:00:00+00:00  2011-03-28 13:31:00+00:00   \n",
        "2011-03-29 20:00:00  2011-03-29 20:00:00+00:00  2011-03-29 13:31:00+00:00   \n",
        "                                           ...                        ...   \n",
        "\n",
        "                        pnl  portfolio_value  \\\n",
        "2011-01-03 21:00:00     0.0       10000000.0   \n",
        "2011-01-04 21:00:00    -0.3        9999999.7   \n",
        "2011-01-05 21:00:00    25.8       10000025.5   \n",
        "2011-01-06 21:00:00    -5.5       10000020.0   \n",
        "2011-01-07 21:00:00    68.4       10000088.4   \n",
        "2011-01-10 21:00:00   243.3       10000331.7   \n",
        "2011-01-11 21:00:00   -39.3       10000292.4   \n",
        "2011-01-12 21:00:00   159.9       10000452.3   \n",
        "2011-01-13 21:00:00    84.4       10000536.7   \n",
        "2011-01-14 21:00:00   214.9       10000751.6   \n",
        "2011-01-18 21:00:00  -677.1       10000074.5   \n",
        "2011-01-19 21:00:00  -174.3        9999900.2   \n",
        "2011-01-20 21:00:00  -651.5        9999248.7   \n",
        "2011-01-21 21:00:00  -687.9        9998560.8   \n",
        "2011-01-24 21:00:00  1340.0        9999900.8   \n",
        "2011-01-25 21:00:00   531.7       10000432.5   \n",
        "2011-01-26 21:00:00   352.2       10000784.7   \n",
        "2011-01-27 21:00:00   -97.9       10000686.8   \n",
        "2011-01-28 21:00:00 -1163.1        9999523.7   \n",
        "2011-01-31 21:00:00   557.7       10000081.4   \n",
        "2011-02-01 21:00:00  1042.8       10001124.2   \n",
        "2011-02-02 21:00:00  -138.3       10000985.9   \n",
        "2011-02-03 21:00:00  -176.7       10000809.2   \n",
        "2011-02-04 21:00:00   646.5       10001455.7   \n",
        "2011-02-07 21:00:00  1188.8       10002644.5   \n",
        "2011-02-08 21:00:00   765.3       10003409.8   \n",
        "2011-02-09 21:00:00   712.2       10004122.0   \n",
        "2011-02-10 21:00:00  -905.1       10003216.9   \n",
        "2011-02-11 21:00:00   599.1       10003816.0   \n",
        "2011-02-14 21:00:00   626.9       10004442.9   \n",
        "2011-02-15 21:00:00   199.8       10004642.7   \n",
        "2011-02-16 21:00:00   929.7       10005572.4   \n",
        "2011-02-17 21:00:00 -1438.7       10004133.7   \n",
        "2011-02-18 21:00:00 -2381.1       10001752.6   \n",
        "2011-02-22 21:00:00 -3788.7        9997963.9   \n",
        "2011-02-23 21:00:00  1308.7        9999272.6   \n",
        "2011-02-24 21:00:00    87.2        9999359.8   \n",
        "2011-02-25 21:00:00  1828.5       10001188.3   \n",
        "2011-02-28 21:00:00  1794.2       10002982.5   \n",
        "2011-03-01 21:00:00 -1425.3       10001557.2   \n",
        "2011-03-02 21:00:00  1052.7       10002609.9   \n",
        "2011-03-03 21:00:00  2859.7       10005469.6   \n",
        "2011-03-04 21:00:00   176.0       10005645.6   \n",
        "2011-03-07 21:00:00 -1873.5       10003772.1   \n",
        "2011-03-08 21:00:00   163.1       10003935.2   \n",
        "2011-03-09 21:00:00 -1390.7       10002544.5   \n",
        "2011-03-10 21:00:00 -2511.3       10000033.2   \n",
        "2011-03-11 21:00:00  2354.9       10002388.1   \n",
        "2011-03-14 20:00:00   709.4       10003097.5   \n",
        "2011-03-15 20:00:00 -3753.9        9999343.6   \n",
        "2011-03-16 20:00:00 -7262.1        9992081.5   \n",
        "2011-03-17 20:00:00  2224.7        9994306.2   \n",
        "2011-03-18 20:00:00 -1948.5        9992357.7   \n",
        "2011-03-21 20:00:00  4315.7        9996673.4   \n",
        "2011-03-22 20:00:00   969.6        9997643.0   \n",
        "2011-03-23 20:00:00 -1047.9        9996595.1   \n",
        "2011-03-24 20:00:00  3057.7        9999652.8   \n",
        "2011-03-25 20:00:00  3533.3       10003186.1   \n",
        "2011-03-28 20:00:00  -598.8       10002587.3   \n",
        "2011-03-29 20:00:00   289.7       10002877.0   \n",
        "                        ...              ...   \n",
        "\n",
        "                                                             positions  \\\n",
        "2011-01-03 21:00:00                                                 []   \n",
        "2011-01-04 21:00:00  [{u'amount': 10, u'last_sale_price': 318.42, u...   \n",
        "2011-01-05 21:00:00  [{u'amount': 20, u'last_sale_price': 321.03, u...   \n",
        "2011-01-06 21:00:00  [{u'amount': 30, u'last_sale_price': 320.77, u...   \n",
        "2011-01-07 21:00:00  [{u'amount': 40, u'last_sale_price': 323.06, u...   \n",
        "2011-01-10 21:00:00  [{u'amount': 50, u'last_sale_price': 329.15, u...   \n",
        "2011-01-11 21:00:00  [{u'amount': 60, u'last_sale_price': 328.37, u...   \n",
        "2011-01-12 21:00:00  [{u'amount': 70, u'last_sale_price': 331.04, u...   \n",
        "2011-01-13 21:00:00  [{u'amount': 80, u'last_sale_price': 332.25, u...   \n",
        "2011-01-14 21:00:00  [{u'amount': 90, u'last_sale_price': 334.94, u...   \n",
        "2011-01-18 21:00:00  [{u'amount': 100, u'last_sale_price': 327.42, ...   \n",
        "2011-01-19 21:00:00  [{u'amount': 110, u'last_sale_price': 325.68, ...   \n",
        "2011-01-20 21:00:00  [{u'amount': 120, u'last_sale_price': 319.76, ...   \n",
        "2011-01-21 21:00:00  [{u'amount': 130, u'last_sale_price': 314.03, ...   \n",
        "2011-01-24 21:00:00  [{u'amount': 140, u'last_sale_price': 324.34, ...   \n",
        "2011-01-25 21:00:00  [{u'amount': 150, u'last_sale_price': 328.14, ...   \n",
        "2011-01-26 21:00:00  [{u'amount': 160, u'last_sale_price': 330.49, ...   \n",
        "2011-01-27 21:00:00  [{u'amount': 170, u'last_sale_price': 329.88, ...   \n",
        "2011-01-28 21:00:00  [{u'amount': 180, u'last_sale_price': 323.04, ...   \n",
        "2011-01-31 21:00:00  [{u'amount': 190, u'last_sale_price': 326.14, ...   \n",
        "2011-02-01 21:00:00  [{u'amount': 200, u'last_sale_price': 331.63, ...   \n",
        "2011-02-02 21:00:00  [{u'amount': 210, u'last_sale_price': 330.94, ...   \n",
        "2011-02-03 21:00:00  [{u'amount': 220, u'last_sale_price': 330.1, u...   \n",
        "2011-02-04 21:00:00  [{u'amount': 230, u'last_sale_price': 333.04, ...   \n",
        "2011-02-07 21:00:00  [{u'amount': 240, u'last_sale_price': 338.21, ...   \n",
        "2011-02-08 21:00:00  [{u'amount': 250, u'last_sale_price': 341.4, u...   \n",
        "2011-02-09 21:00:00  [{u'amount': 260, u'last_sale_price': 344.25, ...   \n",
        "2011-02-10 21:00:00  [{u'amount': 270, u'last_sale_price': 340.77, ...   \n",
        "2011-02-11 21:00:00  [{u'amount': 280, u'last_sale_price': 342.99, ...   \n",
        "2011-02-14 21:00:00  [{u'amount': 290, u'last_sale_price': 345.23, ...   \n",
        "2011-02-15 21:00:00  [{u'amount': 300, u'last_sale_price': 345.92, ...   \n",
        "2011-02-16 21:00:00  [{u'amount': 310, u'last_sale_price': 349.02, ...   \n",
        "2011-02-17 21:00:00  [{u'amount': 320, u'last_sale_price': 344.38, ...   \n",
        "2011-02-18 21:00:00  [{u'amount': 330, u'last_sale_price': 336.94, ...   \n",
        "2011-02-22 21:00:00  [{u'amount': 340, u'last_sale_price': 325.46, ...   \n",
        "2011-02-23 21:00:00  [{u'amount': 350, u'last_sale_price': 329.31, ...   \n",
        "2011-02-24 21:00:00  [{u'amount': 360, u'last_sale_price': 329.56, ...   \n",
        "2011-02-25 21:00:00  [{u'amount': 370, u'last_sale_price': 334.64, ...   \n",
        "2011-02-28 21:00:00  [{u'amount': 380, u'last_sale_price': 339.49, ...   \n",
        "2011-03-01 21:00:00  [{u'amount': 390, u'last_sale_price': 335.74, ...   \n",
        "2011-03-02 21:00:00  [{u'amount': 400, u'last_sale_price': 338.44, ...   \n",
        "2011-03-03 21:00:00  [{u'amount': 410, u'last_sale_price': 345.59, ...   \n",
        "2011-03-04 21:00:00  [{u'amount': 420, u'last_sale_price': 346.02, ...   \n",
        "2011-03-07 21:00:00  [{u'amount': 430, u'last_sale_price': 341.56, ...   \n",
        "2011-03-08 21:00:00  [{u'amount': 440, u'last_sale_price': 341.94, ...   \n",
        "2011-03-09 21:00:00  [{u'amount': 450, u'last_sale_price': 338.78, ...   \n",
        "2011-03-10 21:00:00  [{u'amount': 460, u'last_sale_price': 333.2, u...   \n",
        "2011-03-11 21:00:00  [{u'amount': 470, u'last_sale_price': 338.32, ...   \n",
        "2011-03-14 20:00:00  [{u'amount': 480, u'last_sale_price': 339.83, ...   \n",
        "2011-03-15 20:00:00  [{u'amount': 490, u'last_sale_price': 332.01, ...   \n",
        "2011-03-16 20:00:00  [{u'amount': 500, u'last_sale_price': 317.19, ...   \n",
        "2011-03-17 20:00:00  [{u'amount': 510, u'last_sale_price': 321.64, ...   \n",
        "2011-03-18 20:00:00  [{u'amount': 520, u'last_sale_price': 317.82, ...   \n",
        "2011-03-21 20:00:00  [{u'amount': 530, u'last_sale_price': 326.12, ...   \n",
        "2011-03-22 20:00:00  [{u'amount': 540, u'last_sale_price': 327.95, ...   \n",
        "2011-03-23 20:00:00  [{u'amount': 550, u'last_sale_price': 326.01, ...   \n",
        "2011-03-24 20:00:00  [{u'amount': 560, u'last_sale_price': 331.57, ...   \n",
        "2011-03-25 20:00:00  [{u'amount': 570, u'last_sale_price': 337.88, ...   \n",
        "2011-03-28 20:00:00  [{u'amount': 580, u'last_sale_price': 336.83, ...   \n",
        "2011-03-29 20:00:00  [{u'amount': 590, u'last_sale_price': 337.33, ...   \n",
        "                                                                   ...   \n",
        "\n",
        "                          returns  starting_cash  starting_value  \\\n",
        "2011-01-03 21:00:00  0.000000e+00     10000000.0             0.0   \n",
        "2011-01-04 21:00:00 -3.000000e-08     10000000.0             0.0   \n",
        "2011-01-05 21:00:00  2.580000e-06      9996815.5          3184.2   \n",
        "2011-01-06 21:00:00 -5.499986e-07      9993604.9          6420.6   \n",
        "2011-01-07 21:00:00  6.839986e-06      9990396.9          9623.1   \n",
        "2011-01-10 21:00:00  2.432978e-05      9987166.0         12922.4   \n",
        "2011-01-11 21:00:00 -3.929870e-06      9983874.2         16457.5   \n",
        "2011-01-12 21:00:00  1.598953e-05      9980590.2         19702.2   \n",
        "2011-01-13 21:00:00  8.439618e-06      9977279.5         23172.8   \n",
        "2011-01-14 21:00:00  2.148885e-05      9973956.7         26580.0   \n",
        "2011-01-18 21:00:00 -6.770491e-05      9970607.0         30144.6   \n",
        "2011-01-19 21:00:00 -1.742987e-05      9967332.5         32742.0   \n",
        "2011-01-20 21:00:00 -6.515065e-05      9964075.4         35824.8   \n",
        "2011-01-21 21:00:00 -6.879517e-05      9960877.5         38371.2   \n",
        "2011-01-24 21:00:00  1.340193e-04      9957736.9         40823.9   \n",
        "2011-01-25 21:00:00  5.317053e-05      9954493.2         45407.6   \n",
        "2011-01-26 21:00:00  3.521848e-05      9951211.5         49221.0   \n",
        "2011-01-27 21:00:00 -9.789232e-06      9947906.3         52878.4   \n",
        "2011-01-28 21:00:00 -1.163020e-04      9944607.2         56079.6   \n",
        "2011-01-31 21:00:00  5.577266e-05      9941376.5         58147.2   \n",
        "2011-02-01 21:00:00  1.042792e-04      9938114.8         61966.6   \n",
        "2011-02-02 21:00:00 -1.382845e-05      9934798.2         66326.0   \n",
        "2011-02-03 21:00:00 -1.766826e-05      9931488.5         69497.4   \n",
        "2011-02-04 21:00:00  6.464477e-05      9928187.2         72622.0   \n",
        "2011-02-07 21:00:00  1.188627e-04      9924856.5         76599.2   \n",
        "2011-02-08 21:00:00  7.650977e-05      9921474.1         81170.4   \n",
        "2011-02-09 21:00:00  7.119572e-05      9918059.8         85350.0   \n",
        "2011-02-10 21:00:00 -9.047271e-05      9914617.0         89505.0   \n",
        "2011-02-11 21:00:00  5.989073e-05      9911209.0         92007.9   \n",
        "2011-02-14 21:00:00  6.266609e-05      9907778.8         96037.2   \n",
        "2011-02-15 21:00:00  1.997113e-05      9904326.2        100116.7   \n",
        "2011-02-16 21:00:00  9.292686e-05      9900866.7        103776.0   \n",
        "2011-02-17 21:00:00 -1.437899e-04      9897376.2        108196.2   \n",
        "2011-02-18 21:00:00 -2.380116e-04      9893932.1        110201.6   \n",
        "2011-02-22 21:00:00 -3.788036e-04      9890562.4        111190.2   \n",
        "2011-02-23 21:00:00  1.308967e-04      9887307.5        110656.4   \n",
        "2011-02-24 21:00:00  8.720634e-06      9884014.1        115258.5   \n",
        "2011-02-25 21:00:00  1.828617e-04      9880718.2        118641.6   \n",
        "2011-02-28 21:00:00  1.793987e-04      9877371.5        123816.8   \n",
        "2011-03-01 21:00:00 -1.424875e-04      9873976.3        129006.2   \n",
        "2011-03-02 21:00:00  1.052536e-04      9870618.6        130938.6   \n",
        "2011-03-03 21:00:00  2.858954e-04      9867233.9        135376.0   \n",
        "2011-03-04 21:00:00  1.759038e-05      9863777.7        141691.9   \n",
        "2011-03-07 21:00:00 -1.872443e-04      9860317.2        145328.4   \n",
        "2011-03-08 21:00:00  1.630385e-05      9856901.3        146870.8   \n",
        "2011-03-09 21:00:00 -1.390153e-04      9853481.6        150453.6   \n",
        "2011-03-10 21:00:00 -2.510661e-04      9850093.5        152451.0   \n",
        "2011-03-11 21:00:00  2.354892e-04      9846761.2        153272.0   \n",
        "2011-03-14 20:00:00  7.092306e-05      9843377.7        159010.4   \n",
        "2011-03-15 20:00:00 -3.752738e-04      9839979.1        163118.4   \n",
        "2011-03-16 20:00:00 -7.262577e-04      9836658.7        162684.9   \n",
        "2011-03-17 20:00:00  2.226463e-04      9833486.5        158595.0   \n",
        "2011-03-18 20:00:00 -1.949610e-04      9830269.8        164036.4   \n",
        "2011-03-21 20:00:00  4.319001e-04      9827091.3        165266.4   \n",
        "2011-03-22 20:00:00  9.699227e-05      9823829.8        172843.6   \n",
        "2011-03-23 20:00:00 -1.048147e-04      9820550.0        177093.0   \n",
        "2011-03-24 20:00:00  3.058741e-04      9817289.6        179305.5   \n",
        "2011-03-25 20:00:00  3.533423e-04      9813973.6        185679.2   \n",
        "2011-03-28 20:00:00 -5.986093e-05      9810594.5        192591.6   \n",
        "2011-03-29 20:00:00  2.896251e-05      9807225.9        195361.4   \n",
        "                              ...            ...             ...   \n",
        "\n",
        "                                                          transactions  \n",
        "2011-01-03 21:00:00                                                 []  \n",
        "2011-01-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-05 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-06 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-12 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-13 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-14 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-18 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-19 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-20 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-21 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-24 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-25 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-26 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-27 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-28 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-01-31 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-01 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-02 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-03 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-08 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-09 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-14 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-15 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-16 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-17 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-18 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-22 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-23 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-24 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-25 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-02-28 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-01 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-02 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-03 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-08 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-09 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-14 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-15 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-16 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-17 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-18 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-21 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-22 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-23 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-24 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-25 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-28 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "2011-03-29 20:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': u...  \n",
        "                                                                   ...  \n",
        "\n",
        "[502 rows x 14 columns]"
       ]
      }
     ],
     "prompt_number": 6
    }
   ],
   "metadata": {}
  }
 ]
}